{"id":"W7162309026","doi":"10.3997/2214-4609.202533077","title":"Source Rock Potential and Thermal Maturity of the Coqueiros Formation Shales, Campos Basin, Brazil","year":2025,"lang":"","type":"article","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Maturity (psychological); Hydrology (agriculture); Heat flow; Permafrost; Thermal","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002139644,0.0002951539,0.0003625343,0.00008170225,0.0005225599,0.0001158772,0.0004133965,0.0002976397,0.0006250137],"category_scores_gemma":[0.00002133741,0.0002117423,0.0002098506,0.0003750484,0.0001435442,0.0002356757,0.0003148562,0.0002372392,0.00002556324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004834958,"about_ca_system_score_gemma":0.0001094846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01055701,"about_ca_topic_score_gemma":0.001270977,"domain_scores_codex":[0.9980915,0.0002098684,0.0007445005,0.0003419251,0.000275272,0.000336925],"domain_scores_gemma":[0.9986491,0.00006137293,0.0003411682,0.0007062687,0.0001604971,0.00008161199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002649955,0.0008845706,0.006048738,0.001669369,0.0006226597,0.000001645471,0.002436811,0.2778842,0.1337806,0.509436,0.009340975,0.05762953],"study_design_scores_gemma":[0.003332059,0.00009253011,0.1670465,0.0006933549,0.000504609,0.00006782944,0.002396147,0.3796806,0.1041247,0.002213883,0.3389006,0.0009472353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9175264,0.001071171,0.02167854,0.003255358,0.0004151813,0.0007422228,0.0000654873,0.00007676892,0.05516892],"genre_scores_gemma":[0.964169,0.00006431071,0.00007878329,0.0007281808,0.0001112261,0.00005220137,0.0000141666,0.00002416204,0.03475792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5072221,"threshold_uncertainty_score":0.9960318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004605790013316575,"score_gpt":0.2077406833762578,"score_spread":0.2031348933629412,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}